{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create violin plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the relevant data using csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "# Read csv correct in python\n",
    "final_database = pd.read_csv(\"path_to_final_database/feasibility_database.csv\")\n",
    "# Remove subjects which are in the training set\n",
    "# Apply the filtering criteria\n",
    "wear_time_incl_week0 = final_database['Incl_wear_time_week0'] == 0\n",
    "ecg_incl = final_database['exclusion_rhythm'] == 1\n",
    "wear_time_incl_week1 = final_database['Incl_wear_time_week1'] == 0\n",
    "training_incl = final_database['training_set'] == 1  # Remove subjects in the training set\n",
    "\n",
    "# Combine criteria\n",
    "combined_criteria = wear_time_incl_week0 | wear_time_incl_week1 | ecg_incl | training_incl\n",
    "\n",
    "# Create final database by filtering out the unwanted rows\n",
    "final_database = final_database[~combined_criteria]  # ~ negates the condition to keep rows that don't match\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create relevant ratios "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_database['hq_ratio_unadj_week0'] = final_database['mean_hq_time_day_week0_unadj'] / final_database['mean_sync_time_day_week0_unadj'] * 100\n",
    "final_database['hq_ratio_adj_week0'] = final_database['mean_hq_time_day_week0'] / final_database['mean_sync_time_day_week0_unadj'] * 100\n",
    "final_database['hq_ratio_unadj_week1'] = final_database['mean_hq_time_day_week1_unadj'] / final_database['mean_sync_time_day_week1_unadj'] * 100\n",
    "final_database['hq_ratio_adj_week1'] = final_database['mean_hq_time_day_week1'] / final_database['mean_sync_time_day_week1_unadj'] * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create violin plot function for clustered plot for tremor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_tremor_data(final_database, y_label, value_vars, x_label='Tremor', custom_palette=None, inner = 'point', ylim = [0, 100], output_path=None):\n",
    "    # Create tertiles based on tremor scores\n",
    "    final_database['tremor_label'] = final_database['Up3OfRAmpArmYesDev'].apply(lambda x: 0 if x == 0 else (1 if x == 1 else (2 if pd.notna(x) and x > 1 else x)))\n",
    "    \n",
    "    # Melt the data for plotting based on value_vars\n",
    "    plot_data = final_database.melt(\n",
    "        id_vars=['tremor_label'], \n",
    "        value_vars=value_vars, \n",
    "        var_name='Pipeline', \n",
    "        value_name='Value'\n",
    "    )\n",
    "\n",
    "    # Rename filter types for better readability\n",
    "    plot_data['Pipeline'] = plot_data['Pipeline'].replace({value_vars[0]: 'Step 1', value_vars[1]: 'Step 1 + 2'})\n",
    "\n",
    "    # Define custom colors if not provided\n",
    "    if custom_palette is None:\n",
    "        custom_palette = [(0.8549, 0.9098, 0.9882), (0.9725, 0.8078, 0.800)]\n",
    "    \n",
    "    # Create the violin plot\n",
    "    plt.figure(figsize=(9, 5))\n",
    "    sns.violinplot(     \n",
    "        x='tremor_label', \n",
    "        y='Value', \n",
    "        hue='Pipeline', \n",
    "        data=plot_data, \n",
    "        split=False,  # No splitting of violins\n",
    "        inner=inner, \n",
    "        dodge=True,    # Separate violins for each hue\n",
    "        palette=custom_palette,\n",
    "        linewidth=1.5\n",
    "    )\n",
    "\n",
    "    sns.stripplot(\n",
    "        x='tremor_label', \n",
    "        y='Value', \n",
    "        hue='Pipeline', \n",
    "        data=plot_data,  \n",
    "        dodge=True,  \n",
    "        color='black',  \n",
    "        alpha=0.3,  \n",
    "        size=2.5  ,\n",
    "        legend=False,\n",
    "        jitter=0.05\n",
    "    )\n",
    "\n",
    "    # Customize plot\n",
    "    plt.ylabel(y_label, fontsize=14)\n",
    "\n",
    "    plt.legend(title='Pipeline', fontsize=12, title_fontsize='13', loc='upper right')\n",
    "    plt.xticks(\n",
    "        ticks=[0, 1, 2],  # These correspond to the tremor labels\n",
    "        labels=['No tremor', 'Mild tremor', 'Severe tremor']  # Custom labels\n",
    "    )\n",
    "    # improve font size\n",
    "    plt.xticks(fontsize=12)\n",
    "    plt.yticks(fontsize=12)\n",
    "    plt.gca().set_xlabel(x_label)\n",
    "    # Set y-axis limits to avoid crossing zero\n",
    "    plt.ylim(ylim)\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    # Show plot\n",
    "    if output_path is not None:\n",
    "        plt.savefig(output_path, dpi=300, bbox_inches=\"tight\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now for proportion of high-quality segments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\z863160\\AppData\\Local\\Temp\\ipykernel_32844\\1750767568.py:38: FutureWarning: \n",
      "\n",
      "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
      "\n",
      "  sns.stripplot(\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_path = r\"path_to_output/violin_plots_tremor_grouped_week0.png\"  # Replace with your desired file name\n",
    "plot_tremor_data(final_database, 'Proportion of HQ data (%)', ['hq_ratio_unadj_week0', 'hq_ratio_adj_week0'], x_label='', inner='box', ylim=[0, 80], output_path=output_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I want the same plot for the heart rate estimates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\z863160\\AppData\\Local\\Temp\\ipykernel_32844\\1750767568.py:38: FutureWarning: \n",
      "\n",
      "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
      "\n",
      "  sns.stripplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_path = r\"path_to_output/violin_plots_max_hr_tremor_grouped_week0.png\"  # Replace with your desired file name\n",
    "plot_tremor_data(final_database, 'Maximum pulse rate [min$^{-1}$]', ['HR_max_day_week0_unadj', 'HR_max_day_week0'], x_label='', inner='box', ylim=[40, 200], output_path=output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\z863160\\AppData\\Local\\Temp\\ipykernel_32844\\1750767568.py:38: FutureWarning: \n",
      "\n",
      "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
      "\n",
      "  sns.stripplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_path = r\"path_to_output/violin_plots_resting_hr_night_tremor_grouped_week0.png\"  # Replace with your desired file name\n",
    "plot_tremor_data(final_database, 'Resting pulse rate night [min$^{-1}$]', ['HR_rest_night_week0_unadj', 'HR_rest_night_week0'], x_label='', inner='box', ylim=[40, 120], output_path=output_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now for dyskinesia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_dyskinesia_data(final_database, y_label, value_vars, x_label='Dyskinesia', custom_palette=None, inner = 'point', ylim = [0, 100], output_path=None):\n",
    "    # Create tertiles based on dyskinesia scores\n",
    "    final_database['dys_label'] = final_database['UPDRS4_sum_factor1'].apply(lambda x: 0 if x == 0 else (1 if x == 1 else (2 if pd.notna(x) and x > 1 else x)))\n",
    "    \n",
    "    # Melt the data for plotting based on value_vars\n",
    "    plot_data = final_database.melt(\n",
    "        id_vars=['dys_label'], \n",
    "        value_vars=value_vars, \n",
    "        var_name='Pipeline', \n",
    "        value_name='Value'\n",
    "    )\n",
    "\n",
    "    # Rename filter types for better readability\n",
    "    plot_data['Pipeline'] = plot_data['Pipeline'].replace({value_vars[0]: 'Step 1', value_vars[1]: 'Step 1 + 2'})\n",
    "\n",
    "    # Define custom colors if not provided\n",
    "    if custom_palette is None:\n",
    "        custom_palette = [(0.8549, 0.9098, 0.9882), (0.9725, 0.8078, 0.800)]\n",
    "    \n",
    "    # Create the violin plot\n",
    "    plt.figure(figsize=(9, 5))\n",
    "    sns.violinplot(\n",
    "        x='dys_label', \n",
    "        y='Value', \n",
    "        hue='Pipeline', \n",
    "        data=plot_data, \n",
    "        split=False,  # No splitting of violins\n",
    "        inner=inner, \n",
    "        dodge=True,    # Separate violins for each hue\n",
    "        palette=custom_palette,\n",
    "        linewidth=1.5\n",
    "    )\n",
    "\n",
    "    sns.stripplot(\n",
    "        x='dys_label', \n",
    "        y='Value', \n",
    "        hue='Pipeline', \n",
    "        data=plot_data,  \n",
    "        dodge=True,  \n",
    "        color='black',  \n",
    "        alpha=0.3,  \n",
    "        size=2.5  ,\n",
    "        legend=False,\n",
    "        jitter=0.05\n",
    "    )\n",
    "\n",
    "    # Customize plot\n",
    "    plt.ylabel(y_label, fontsize=14)\n",
    "\n",
    "    plt.legend(title='Pipeline', fontsize=12, title_fontsize='13', loc='upper right')\n",
    "    plt.xticks(\n",
    "        ticks=[0, 1, 2],  # These correspond to the dyskinesia labels\n",
    "        labels=['No dyskinesia', 'Mild dyskinesia', 'Severe dyskinesia']  # Custom labels\n",
    "    )\n",
    "    plt.xticks(fontsize=12)\n",
    "    plt.yticks(fontsize=12)\n",
    "    plt.gca().set_xlabel(x_label)\n",
    "    # Set y-axis limits to avoid crossing zero\n",
    "    plt.ylim(ylim)\n",
    "    plt.tight_layout()\n",
    "\n",
    "    # Show plot\n",
    "    if output_path is not None:\n",
    "        plt.savefig(output_path, dpi=300, bbox_inches=\"tight\")\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\z863160\\AppData\\Local\\Temp\\ipykernel_32844\\4105327157.py:38: FutureWarning: \n",
      "\n",
      "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
      "\n",
      "  sns.stripplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_path = r\"path_to_output/violin_plots_dyskinesia_grouped_week0.png\"  # Replace with your desired file name\n",
    "plot_dyskinesia_data(final_database, 'Proportion of HQ data (%)', ['hq_ratio_unadj_week0', 'hq_ratio_adj_week0'], x_label='', inner='box', ylim=[0, 80], output_path=output_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I want to have the violin plots for dyskinesia"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\z863160\\AppData\\Local\\Temp\\ipykernel_32844\\4105327157.py:38: FutureWarning: \n",
      "\n",
      "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
      "\n",
      "  sns.stripplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_path = r\"path_to_output/violin_plots_max_hr_dyskinesia_grouped_week0.png\"  # Replace with your desired file name\n",
    "plot_dyskinesia_data(final_database, 'Maximum pulse rate [min$^{-1}$]', ['HR_max_day_week0_unadj', 'HR_max_day_week0'], x_label='', inner='box', ylim=[40, 200], output_path=output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\z863160\\AppData\\Local\\Temp\\ipykernel_32844\\4105327157.py:38: FutureWarning: \n",
      "\n",
      "Setting a gradient palette using color= is deprecated and will be removed in v0.14.0. Set `palette='dark:black'` for the same effect.\n",
      "\n",
      "  sns.stripplot(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output_path = r\"path_to_output/violin_plots_resting_hr_night_dyskinesia_grouped_week0.png\"  # Replace with your desired file name\n",
    "plot_dyskinesia_data(final_database, 'Resting pulse rate night [min$^{-1}$]', ['HR_rest_night_week0_unadj', 'HR_rest_night_week0'], x_label='', inner='box', ylim=[40, 120], output_path=output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_delta_hr_tremor_data(final_database, y_label, value_vars, x_label='Tremor', custom_palette=None, inner = 'point', ylim = [0, 100], output_path=None):\n",
    "    # Create tertiles based on tremor scores\n",
    "    final_database['tremor_label'] = final_database['Up3OfRAmpArmYesDev'].apply(lambda x: 0 if x == 0 else (1 if x == 1 else (2 if pd.notna(x) and x > 1 else x)))\n",
    "    \n",
    "    # Melt the data for plotting based on value_vars\n",
    "    plot_data = final_database.melt(\n",
    "        id_vars=['tremor_label'], \n",
    "        value_vars=value_vars, \n",
    "        var_name='Pipeline', \n",
    "        value_name='Value'\n",
    "    )\n",
    "\n",
    "    # Rename filter types for better readability\n",
    "    plot_data['Pipeline'] = plot_data['Pipeline'].replace({value_vars[0]: 'Delta'})\n",
    "\n",
    "    # Define custom colors if not provided\n",
    "    if custom_palette is None:\n",
    "        custom_palette = [(0.8549, 0.9098, 0.9882), (0.9725, 0.8078, 0.800)]\n",
    "    \n",
    "    # Create the violin plot\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.violinplot(     \n",
    "        x='tremor_label', \n",
    "        y='Value', \n",
    "        hue='Pipeline', \n",
    "        data=plot_data, \n",
    "        split=False,  # No splitting of violins\n",
    "        inner=inner, \n",
    "        dodge=True,    # Separate violins for each hue\n",
    "        palette=custom_palette\n",
    "    )\n",
    "\n",
    "    sns.stripplot(\n",
    "        x='tremor_label', \n",
    "        y='Value', \n",
    "        hue='Pipeline', \n",
    "        data=plot_data,  \n",
    "        dodge=True,  \n",
    "        color='black',  \n",
    "        alpha=0.3,  \n",
    "        size=2.5  ,\n",
    "        legend=False,\n",
    "        jitter=0.05\n",
    "    )\n",
    "\n",
    "    # Customize plot\n",
    "    plt.ylabel(y_label)\n",
    "    plt.legend(title='Pipeline')\n",
    "    plt.xticks(\n",
    "        ticks=[0, 1, 2],  # These correspond to the tremor labels\n",
    "        labels=['No tremor', 'Mild tremor', 'Severe tremor']  # Custom labels\n",
    "    )\n",
    "    plt.gca().set_xlabel(x_label)\n",
    "    # Set y-axis limits to avoid crossing zero\n",
    "    plt.ylim(ylim)\n",
    "\n",
    "    plt.tight_layout()\n",
    "\n",
    "    # Show plot\n",
    "    if output_path is not None:\n",
    "        plt.savefig(output_path, dpi=300, bbox_inches=\"tight\")\n",
    "\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
